{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook provides examples of visualizations done in other data studies and modifies them using the Yellowbrick library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "\n",
    "The first set of examples comes from the [blog](https://blog.insightdatascience.com/show-me-the-data-using-graphics-for-exploratory-data-analysis-d686af4468f6#.a9knkdnu9 \"blog\") titled: Show Me The Data: Using Graphics for Exploratory Data Analysis.  This blog begins with the same case outlined in the Yellowbrick examples notebook: Anscombe's quartet to stress the importance of visualization when conducting data analysis.  It is worth showing again.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys \n",
    "\n",
    "# Modify the path \n",
    "sys.path.append(\"..\")\n",
    "\n",
    "import pandas as pd\n",
    "import yellowbrick as yb \n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Copper/anaconda/envs/py36/lib/python3.6/site-packages/scipy/linalg/basic.py:884: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n",
      "  warnings.warn(mesg, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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hb3sWEgWi2XiKxHDwa0aDvhQN+jL0W7qdzkeGxSNNtRzpXgh+FHg8EgJLSkrw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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a4dd6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = yb.anscombe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the above example, the author explains how important it is to get a visual representation of the data.  He goes on to create graphics to show the characteristics of all the features along with a correlation matrix to illustrate relationships between the features.  We will do the same using the Yellowbrick API and the \"concrete\" data set.  Instead of creating a correlation matrix, we will create a covariance matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from download import download_all \n",
    "\n",
    "## The path to the test data sets\n",
    "FIXTURES  = os.path.join(os.getcwd(), \"data\")\n",
    "\n",
    "## Dataset loading mechanisms\n",
    "datasets = {\n",
    "    \"credit\": os.path.join(FIXTURES, \"credit\", \"credit.csv\"),\n",
    "    \"concrete\": os.path.join(FIXTURES, \"concrete\", \"concrete.csv\"),\n",
    "    \"occupancy\": os.path.join(FIXTURES, \"occupancy\", \"occupancy.csv\"),\n",
    "}\n",
    "\n",
    "\n",
    "def load_data(name, download=True):\n",
    "    \"\"\"\n",
    "    Loads and wrangles the passed in dataset by name.\n",
    "    If download is specified, this method will download any missing files. \n",
    "    \"\"\"\n",
    "    \n",
    "    # Get the path from the datasets \n",
    "    path = datasets[name]\n",
    "    \n",
    "    # Check if the data exists, otherwise download or raise \n",
    "    if not os.path.exists(path):\n",
    "        if download:\n",
    "            download_all() \n",
    "        else:\n",
    "            raise ValueError((\n",
    "                \"'{}' dataset has not been downloaded, \"\n",
    "                \"use the download.py module to fetch datasets\"\n",
    "            ).format(name))\n",
    "        \n",
    "    \n",
    "    # Return the data frame\n",
    "    return pd.read_csv(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Load the data\n",
    "df = load_data('concrete')\n",
    "features = ['cement', 'slag', 'ash', 'water', 'splast', 'coarse', 'fine', 'age']\n",
    "target = 'strength'\n",
    "# Get the X and y data from the DataFrame \n",
    "X = df[features].as_matrix()\n",
    "y = df[target].as_matrix() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at histograms of the features to get their characteristics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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AtGE4SCmRdHh6emLDhg1Yv349Xn31VXTo0AFvv/02fH196x3Gh0jqDCZxHKjU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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10df6a358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_hist = df.hist(column=features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at the covariance matrix of the features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Copper/anaconda/envs/py36/lib/python3.6/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "from yellowbrick.features.rankd import Rank2D "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ubm4YOHCgbt3Zs2cxaNAgKBQKBAUFQaVSGXw8KnwHgiBg8uTJaN26NS5cuICY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\nHwCSEH0ASEL0ASAJ0QeAJEQfAJL4AUsS2CHf7XyQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dc4e5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer with the Pearson ranking algorithm \n",
    "visualizer = Rank2D(features=features, algorithm='covariance')\n",
    "\n",
    "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
    "visualizer.transform(X)             # Transform the data\n",
    "visualizer.show()    # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next set of examples comes from [lecture notes](http://www.ics.uci.edu/~newman/courses/cs277/slides/lecture4_EDA_and_Visualization.pdf \"lecture notes\") from the Univeristy of California Irvine CS277 class.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several scatterplots showing different types of relationships between features, such as linear and quadratic relationships.  We will take the 'concrete' data set and use Yellowbrick's best fit curve visualization to show relationships between the the 'age' feature and the 'strength' target variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EBxMfHoQgXyk61MK7zjYWlOD5nDPQDogzaulS47mcM9AC+OWEEU5z7QnxEOXb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\nREREWY6Bj4iIiCjL/QNMQ6PTLhAz+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e84da90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_val = df['cement'].as_matrix()\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_xlabel('age')\n",
    "ax.set_ylabel('strength')\n",
    "ax.set_title('Best fit curve')\n",
    "ax.scatter(x_val, y)\n",
    "g = yb.bestfit.draw_best_fit(x_val, y, ax, estimator='linear')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The document also shows an example using parallel coordinates as an example of multivariate visualization whereby all dimensions can be shown.  Yellowbrick has an example that shows exactly how this can be achieved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from yellowbrick.features.pcoords import ParallelCoordinates\n",
    "\n",
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "\n",
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Extract the numpy arrays from the data frame \n",
    "X = data[features].as_matrix()\n",
    "y = data.occupancy.as_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8cW27h4cH/fr144MPPuCtt97izJkzrFu3jkWLFgEwYsQI5s2bR2RkJJmZmSxb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yvN3q8k7pzV4hMOTwxzMCOuj36XitLWMO6eHZg5e6s0LiDwM2g8fHt5NapBxMK3V0ZT2CAHSBum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\nIAi1IgKkIAiCIAiCUCv/H6bWurpq8G/zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dddfda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the visualizer\n",
    "visualizer = visualizer = ParallelCoordinates(classes=classes, features=features)\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Draw/show/show the data"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
